Author

Andrzej Czyżewski

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#small language model Sep 2026

A multi-objective parameter-efficient fine-tuning method for medical Polish language automatic speech transcription systems

Efficient fine-tuning of an automatic speech recognition system is a key challenge in machine learning research. A major obstacle is accurately recognizing jargon-heavy, domain-specific speech in expert discussions, such as those among lawyers, doctors, or engineers. We propose an automated machine-learning approach th...

Adam Kurowski, Szymon Zaporowski, Bożena Kostek et al. · Proceedings of the Internati... · 0 citations

#small language model Sep 2026

From Independent LLMs to Collaborative Networks: Implementation and Evaluation of a Multi-Agent Medical Board

Large language models (LLMs) are typically deployed as standalone systems, although many professional tasks require structured collaboration among specialists. This paper presents a proof-of-concept design and preliminary evaluation of a multi-agent LLM framework for multidisciplinary case deliberation, using a simulat...

Andrzej Czyżewski, Maciej Szczodrak, Marta Zielonka · Proceedings of the Internati... · 0 citations